Yes that could be it. When I talked to the supplier/installer about it he said that the noise seems to be different for different vehicles. He said a 2/3 sized rack which sits further back from the windscreen would be an improvement. On my previous defender I had the Frontrunner rack and it sat a bit higher than the rhino rack and wasn't too bad with the noise.

